Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "144" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 92 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 88 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.359545 | 0.279267 | -0.083227 | 20.841862 | -1.193267 | 18.060221 | -0.096582 | 24.889146 | 0.8064 | 0.8153 | 0.2344 | 14.019743 | 16.912244 |
| 2459593 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.637112 | -0.180281 | -0.059890 | 8.485024 | -0.011597 | 3.140917 | 2.659110 | 2.151650 | 0.7460 | 0.7474 | 0.2478 | 6.515757 | 6.712771 |
| 2459592 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.096064 | -1.184882 | -0.468467 | -0.070195 | -0.001533 | -0.999756 | 1.381383 | -0.060841 | 0.0315 | 0.0311 | 0.0008 | nan | nan |
| 2459591 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.217395 | -0.576569 | 0.210770 | 3.284115 | -0.865646 | 3.639909 | -0.012626 | 0.390486 | 0.6918 | 0.7049 | 0.3634 | 7.532476 | 6.772789 |
| 2459590 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.949958 | -1.273406 | 0.117750 | -0.687291 | -1.173440 | -0.224614 | -0.613685 | -0.700228 | 0.6935 | 0.7025 | 0.3568 | 9.067799 | 8.313428 |
| 2459589 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.104371 | -1.003819 | -0.147860 | -0.865567 | -0.758599 | 21.408356 | -0.135283 | 1.702941 | 0.7353 | 0.7292 | 0.2778 | 8.395519 | 8.568803 |
| 2459588 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.503216 | -1.074737 | 0.089462 | 3.861354 | -0.469149 | 0.164492 | 0.343522 | 0.587485 | 0.7893 | 0.7708 | 0.2257 | 12.730008 | 11.171896 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | -0.734740 | -1.246608 | 0.819764 | 6.741769 | -0.745925 | 4.980495 | 2.405368 | 0.236964 | nan | nan | nan | 7.723702 | 7.526349 |
| 2459586 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.493239 | -1.487265 | -0.888729 | -0.675192 | -1.216736 | 1.085481 | 0.097566 | -0.094183 | 0.6840 | 0.6955 | 0.3517 | 6.626937 | 6.251724 |
| 2459585 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.381086 | -0.734490 | -0.594739 | -0.411776 | -0.681417 | 4.116726 | 1.554266 | 8.634148 | 0.0337 | 0.0327 | 0.0007 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.255177 | 0.042111 | -1.225608 | 12.454830 | -0.881866 | 18.071393 | -0.666330 | -0.410020 | 0.6346 | 0.6449 | 0.3599 | 3.834452 | 3.361509 |
| 2459583 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.834093 | 0.106760 | -1.023346 | 5.327248 | -1.232641 | 1.648874 | -0.810386 | 5.185775 | 0.6974 | 0.7053 | 0.3731 | 0.000000 | 0.000000 |
| 2459582 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.661613 | 0.327109 | -0.664795 | 4.828540 | -1.347683 | 2.694392 | -0.836143 | 9.717403 | 0.6966 | 0.7054 | 0.3763 | 5.738484 | 6.121149 |
| 2459581 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.898749 | 0.985474 | -0.892414 | 5.712402 | -1.064325 | 3.259026 | -0.556789 | 10.861877 | 0.7010 | 0.7088 | 0.3720 | 4.922748 | 3.939431 |
| 2459580 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.390418 | 0.567993 | -0.634160 | 5.819982 | -1.530069 | 3.619197 | -0.704548 | 19.268488 | 0.6972 | 0.7051 | 0.3712 | 0.000000 | 0.000000 |
| 2459579 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.660942 | 0.734671 | -0.638778 | 6.771113 | -1.294841 | 3.166560 | -0.454599 | 1.315241 | 0.6922 | 0.7007 | 0.3766 | 5.367450 | 5.139078 |
| 2459578 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | -0.485890 | 2.056944 | -0.848900 | 3.031089 | -0.424936 | 7.002217 | 0.158607 | 29.685283 | 0.0341 | 0.0351 | 0.0007 | nan | nan |
| 2459577 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.601147 | 0.799264 | -0.981104 | 5.012526 | -0.968092 | 3.867321 | -0.567119 | -0.253390 | 0.6945 | 0.7012 | 0.3781 | 6.104398 | 5.465215 |
| 2459576 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.851194 | -0.092172 | -0.709113 | 2.767630 | -0.258378 | 2.165708 | 0.313924 | -0.605198 | 0.7177 | 0.7262 | 0.3729 | 7.384126 | 7.050009 |
| 2459575 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.237310 | -1.042259 | -0.875366 | 2.269299 | -1.332755 | 2.648349 | -0.918585 | 1.813876 | 0.7754 | 0.7740 | 0.3197 | 5.029814 | 4.664129 |
| 2459574 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.240423 | -0.453733 | -0.783081 | 2.212320 | -0.368493 | 2.499365 | -0.187039 | -0.399112 | 0.7167 | 0.7264 | 0.3655 | 6.681921 | 6.955628 |
| 2459573 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.321824 | 0.572076 | -0.963020 | 2.831706 | -1.161484 | 60.644246 | -0.770489 | 12.132236 | 0.7137 | 0.7157 | 0.3698 | 7.664980 | 5.297248 |
| 2459572 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.507688 | 0.670294 | -0.865096 | 2.739309 | -0.811982 | 2.486178 | -0.188843 | -1.046621 | 0.7129 | 0.7150 | 0.3737 | 5.018585 | 4.761106 |
| 2459571 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | -0.245731 | 1.491086 | -0.781518 | 1.845908 | -0.523715 | 39.268502 | 0.014884 | -0.038931 | 0.0349 | 0.0355 | 0.0010 | nan | nan |
| 2459570 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459569 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.497300 | 0.382878 | -0.789657 | 4.349748 | -1.022686 | 3.800700 | -0.596143 | 3.607018 | 0.7912 | 0.7868 | 0.2288 | 6.181479 | 4.976629 |
| 2459566 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.426291 | -1.263656 | -0.803957 | 1.870413 | -1.237866 | 0.287695 | 1.583461 | 4.718351 | 0.7018 | 0.7109 | 0.3917 | 7.136295 | 6.646949 |
| 2459565 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | -0.219847 | -0.219847 | -0.209612 | -0.209612 | 0.543918 | 0.543918 | 0.058520 | 0.058520 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.087652 | -0.913979 | -0.659568 | -1.324667 | 0.170702 | 0.673240 | 1.895825 | 2.801023 | 0.7259 | 0.7247 | 0.3840 | 6.133137 | 5.335127 |
| 2459563 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.662710 | -1.485667 | -0.982194 | -0.194495 | -1.364602 | -1.104597 | -0.382549 | 0.261135 | 0.7195 | 0.7234 | 0.3773 | 5.074911 | 4.651958 |
| 2459562 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.037493 | -0.973206 | -0.242902 | -1.718354 | 0.282781 | -1.398638 | 0.080897 | 2.119217 | 0.7249 | 0.7280 | 0.3696 | 4.038424 | 3.429482 |
| 2459561 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.907163 | -0.617237 | -0.282419 | -1.490955 | 0.117074 | -0.848630 | -0.295855 | 2.219978 | 0.7227 | 0.7282 | 0.3693 | 3.597619 | 3.178051 |
| 2459560 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459559 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.227923 | -1.005345 | -0.342294 | -1.785528 | 0.570521 | -0.404122 | 0.256963 | 0.566482 | 0.7199 | 0.7210 | 0.3744 | 3.326050 | 2.883933 |
| 2459558 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.554868 | -0.603369 | -0.746597 | 1.554161 | -1.385926 | 0.328196 | -0.265094 | 0.949877 | 0.7231 | 0.7217 | 0.3792 | 4.595689 | 4.025678 |
| 2459557 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0334 | 0.0322 | 0.0008 | nan | nan |
| 2459556 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.785363 | -0.513339 | -0.763527 | 2.041004 | -0.876272 | -0.218665 | -1.031180 | -1.621329 | 0.7205 | 0.7208 | 0.3789 | 4.345263 | 3.662187 |
| 2459554 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.7239 | 0.7237 | 0.3847 | nan | nan |
| 2459553 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.7219 | 0.7200 | 0.3842 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459551 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.995008 | -0.703976 | -0.317629 | -2.481102 | 0.181972 | -1.888566 | 1.266470 | -0.331507 | 0.7199 | 0.7196 | 0.3838 | 3.803757 | 3.126581 |
| 2459550 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0333 | 0.0327 | 0.0005 | nan | nan |
| 2459549 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.188863 | 0.210071 | -1.002273 | 2.895754 | -1.065911 | 0.153999 | 1.516226 | 0.440406 | 0.7197 | 0.7201 | 0.3877 | 4.545802 | 3.707266 |
| 2459542 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.705742 | 0.917818 | -0.649043 | 4.718748 | -0.700670 | 3.394205 | 0.604287 | 0.216147 | 0.7724 | 0.7677 | 0.3391 | 4.090922 | 3.272660 |
| 2459541 | RF_maintenance | 100.00% | 1.79% | 1.79% | 0.00% | 100.00% | 0.00% | -0.728114 | 1.970038 | -0.807991 | 7.149276 | 0.293737 | 5.777214 | 0.561251 | 2.167831 | 0.7616 | 0.7499 | 0.3162 | 5.183154 | 4.301697 |
| 2459540 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.022154 | -1.834884 | -0.370824 | -1.438969 | -0.831634 | -2.214942 | 0.318712 | -0.511047 | 0.7741 | 0.7715 | 0.3269 | 3.985964 | 3.334640 |
| 2459536 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.834148 | 0.392665 | -0.960716 | 8.514071 | 0.265968 | 5.991877 | 4.114504 | 2.244315 | 0.7535 | 0.7520 | 0.3957 | 6.415455 | 4.274532 |
| 2459535 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.709654 | -1.656347 | -0.254580 | -1.335231 | -0.417019 | -1.317256 | 0.752985 | 0.238298 | 0.8049 | 0.7934 | 0.3366 | 4.400341 | 3.477262 |
| 2459534 | RF_maintenance | 100.00% | 98.66% | 98.66% | 0.00% | 100.00% | 0.00% | 1.995141 | 1.816420 | -0.891804 | -1.847823 | 2.399008 | 4.336236 | 9.215517 | 9.227165 | 0.0649 | 0.0835 | 0.0128 | 1.190394 | 1.193020 |
| 2459533 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.309763 | -0.421383 | -0.804107 | 4.465177 | -0.789616 | 1.541032 | -0.697876 | -0.765643 | 0.7471 | 0.7503 | 0.3802 | 4.909438 | 3.598477 |
| 2459532 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.513809 | -0.395291 | -0.981045 | 5.750109 | -1.067559 | 2.738317 | -0.853474 | -1.048502 | 0.7477 | 0.7504 | 0.3795 | 5.785707 | 4.170380 |
| 2459530 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.920399 | -2.088113 | -0.245025 | -1.933064 | 0.092133 | -1.936210 | 0.155284 | 0.884092 | 0.7656 | 0.7613 | 0.3737 | 5.226323 | 4.448730 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.144309 | 0.400351 | -1.013376 | 4.745736 | -0.476406 | 8.542094 | 0.478921 | 1.250040 | 0.9195 | 0.9454 | 0.2593 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | -1.406626 | -0.350141 | -0.874308 | 7.046213 | -0.514305 | 5.561712 | -0.140198 | -1.782373 | nan | nan | nan | 7.147662 | 5.676337 |
| 2459522 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.801332 | -0.028469 | -0.967231 | 6.325295 | -0.940261 | 3.980770 | 0.570455 | 1.028463 | 0.7297 | 0.7322 | 0.3073 | 8.920713 | 6.642954 |
| 2459513 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.194561 | 1.864176 | -0.883888 | 1.636732 | 1.615805 | 1.199473 | 0.315515 | -0.301806 | 0.0352 | 0.0336 | 0.0009 | nan | nan |
| 2459508 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.542083 | -0.930722 | -1.096335 | 1.534281 | -1.431392 | 0.857779 | -1.040306 | 1.504979 | 0.9318 | 0.9564 | 0.1457 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -1.225427 | -0.828889 | -0.547713 | 2.897955 | -0.870717 | -1.119860 | -0.454526 | -0.679355 | 0.1038 | 0.1241 | 0.0064 | 1.242276 | 1.252185 |
| 2459503 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.288732 | -0.991721 | -0.923447 | 1.485972 | -1.241999 | 2.574743 | -0.367513 | -0.384085 | 0.8926 | 0.8860 | 0.4044 | 0.000000 | 0.000000 |
| 2459501 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -1.413042 | -1.595987 | -0.450776 | 1.279694 | -1.038537 | 3.352760 | -0.735972 | -0.915177 | 0.1864 | 0.2021 | 0.0351 | 0.000000 | 0.000000 |
| 2459500 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -1.663161 | -1.735545 | -1.166041 | 0.171038 | -1.130339 | 0.877220 | -0.350268 | -0.748019 | 0.1917 | 0.2159 | 0.0370 | 0.000000 | 0.000000 |
| 2459499 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -1.829133 | -1.671339 | -1.323684 | 0.348281 | -1.216965 | 0.582799 | -0.362099 | -0.884920 | 0.1862 | 0.2106 | 0.0202 | 0.000000 | 0.000000 |
| 2459498 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -1.447715 | -0.928609 | -0.665280 | 0.904883 | -0.703682 | 1.115099 | -0.033930 | -0.797614 | 0.1968 | 0.2118 | 0.0428 | 0.000000 | 0.000000 |
| 2459497 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -1.396933 | 1.184083 | -0.354037 | 2.715718 | -0.762736 | 4.533564 | -0.517999 | -0.746209 | 0.1988 | 0.2657 | 0.0378 | 0.000000 | 0.000000 |
| 2459496 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -2.191598 | 3.382348 | -0.687439 | 4.074774 | -1.247650 | 6.363992 | -0.201424 | -0.716533 | 0.9329 | 0.9348 | 0.3523 | 0.000000 | 0.000000 |
| 2459495 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.549032 | 2.898114 | -0.912494 | 3.760878 | -1.391943 | 5.460233 | -0.394325 | -0.773176 | 0.9305 | 0.9301 | 0.3868 | 0.000000 | 0.000000 |
| 2459494 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.752965 | 2.898856 | -1.114133 | 3.874917 | -1.430040 | 5.978780 | -0.396945 | -1.048838 | 0.9215 | 0.9222 | 0.4011 | 0.000000 | 0.000000 |
| 2459492 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.920708 | 1.182355 | -0.363744 | 7.360465 | -0.408759 | 6.922456 | -0.433220 | -1.974727 | 0.7663 | 0.8112 | 0.3269 | 0.000000 | 0.000000 |
| 2459491 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -2.160329 | 1.902637 | -0.420530 | 7.562897 | -0.488381 | 10.830668 | -0.282581 | 1.493856 | 0.8013 | 0.8225 | 0.2656 | 0.000000 | 0.000000 |
| 2459490 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.513760 | 1.077059 | -0.664015 | 7.865788 | -0.335861 | 5.505898 | -0.144507 | -0.899220 | 0.7546 | 0.8036 | 0.3684 | 0.000000 | 0.000000 |
| 2459489 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.457787 | -1.212841 | -0.625538 | 3.639592 | -0.543308 | 3.118893 | -0.796938 | -0.644706 | 0.7715 | 0.8112 | 0.3217 | 0.000000 | 0.000000 |
| 2459488 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.560072 | -0.578416 | -0.665557 | 5.525979 | -0.702653 | 3.259936 | -0.069781 | -1.365362 | 0.7737 | 0.8142 | 0.3531 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Power | 3.968683 | -1.398569 | -1.791340 | 3.968683 | 0.720469 | 0.117838 | -0.816057 | 0.134594 | 0.917335 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | ee Power | inf | 946.218359 | 786.135437 | inf | inf | 33496.419242 | 34221.966960 | 16397.660894 | 18334.219436 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Shape | 9.963848 | 1.055037 | 9.963848 | -0.104608 | 1.229436 | -0.886617 | 1.006882 | -0.599390 | -0.810577 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Power | 1.727505 | -1.070408 | -1.315634 | 0.461055 | 1.727505 | -0.257826 | -0.456265 | 1.042533 | -0.028085 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | ee Temporal Discontinuties | 2.461852 | -1.848278 | -1.589786 | -0.018022 | 1.694782 | -1.380804 | 2.043381 | 2.461852 | 0.404100 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Power | 0.841209 | -1.957239 | -1.757052 | 0.006821 | 0.841209 | -0.575816 | -0.309852 | -0.411129 | 0.035615 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Discontinuties | 7.680495 | -2.135170 | -1.874982 | 0.742056 | 0.094822 | 0.488735 | -1.220863 | 7.680495 | 0.496644 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Discontinuties | 2.020452 | -1.534924 | -1.437950 | 1.299703 | 0.172732 | 0.155740 | -1.072773 | 2.020452 | -0.202416 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Discontinuties | 1.231853 | -0.767990 | -1.770794 | 0.214788 | 0.012527 | 0.181116 | -0.298445 | 1.231853 | -0.613314 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | ee Temporal Discontinuties | 1.741259 | 0.822356 | -0.454353 | -0.244428 | -0.744202 | 1.122952 | 1.040373 | 1.741259 | 0.153779 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Power | 1.118427 | -1.857635 | -1.679927 | -0.082374 | 1.118427 | -1.067445 | -1.010305 | -0.346754 | -0.493850 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Discontinuties | 2.304889 | -1.018064 | -0.011416 | -0.258678 | 0.525137 | 0.505263 | 0.697699 | 2.056414 | 2.304889 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Discontinuties | 2.147011 | -0.144722 | -1.288507 | 1.016548 | 0.040851 | -0.541438 | -0.986848 | 2.147011 | -0.004508 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Power | 1.467428 | -1.185070 | 0.700688 | 0.179154 | 1.467428 | -0.873579 | -0.043221 | -0.862849 | -0.302256 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Discontinuties | 2.535288 | 0.031900 | -1.575011 | 0.940333 | 0.110423 | -0.779124 | -1.326892 | 2.535288 | -0.446276 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Variability | 1.836701 | 0.251203 | -1.785225 | -0.000112 | 0.183523 | 1.836701 | -1.234240 | -0.084241 | -0.196635 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Variability | 14.337866 | 0.058282 | -1.090623 | 10.020532 | -0.575274 | 14.337866 | -0.670896 | 13.998102 | -0.248973 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Discontinuties | 24.889146 | 0.359545 | 0.279267 | -0.083227 | 20.841862 | -1.193267 | 18.060221 | -0.096582 | 24.889146 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Power | 8.485024 | -0.637112 | -0.180281 | -0.059890 | 8.485024 | -0.011597 | 3.140917 | 2.659110 | 2.151650 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | ee Temporal Discontinuties | 1.381383 | -1.184882 | -0.096064 | -0.070195 | -0.468467 | -0.999756 | -0.001533 | -0.060841 | 1.381383 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Variability | 3.639909 | -0.576569 | -1.217395 | 3.284115 | 0.210770 | 3.639909 | -0.865646 | 0.390486 | -0.012626 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | ee Power | 0.117750 | -0.949958 | -1.273406 | 0.117750 | -0.687291 | -1.173440 | -0.224614 | -0.613685 | -0.700228 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Variability | 21.408356 | -1.003819 | -1.104371 | -0.865567 | -0.147860 | 21.408356 | -0.758599 | 1.702941 | -0.135283 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Power | 3.861354 | -0.503216 | -1.074737 | 0.089462 | 3.861354 | -0.469149 | 0.164492 | 0.343522 | 0.587485 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Power | 6.741769 | -1.246608 | -0.734740 | 6.741769 | 0.819764 | 4.980495 | -0.745925 | 0.236964 | 2.405368 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Variability | 1.085481 | -1.493239 | -1.487265 | -0.888729 | -0.675192 | -1.216736 | 1.085481 | 0.097566 | -0.094183 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Discontinuties | 8.634148 | -0.381086 | -0.734490 | -0.594739 | -0.411776 | -0.681417 | 4.116726 | 1.554266 | 8.634148 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Variability | 18.071393 | -1.255177 | 0.042111 | -1.225608 | 12.454830 | -0.881866 | 18.071393 | -0.666330 | -0.410020 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Power | 5.327248 | -1.834093 | 0.106760 | -1.023346 | 5.327248 | -1.232641 | 1.648874 | -0.810386 | 5.185775 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Discontinuties | 9.717403 | 0.327109 | -1.661613 | 4.828540 | -0.664795 | 2.694392 | -1.347683 | 9.717403 | -0.836143 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Discontinuties | 10.861877 | -1.898749 | 0.985474 | -0.892414 | 5.712402 | -1.064325 | 3.259026 | -0.556789 | 10.861877 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Discontinuties | 19.268488 | 0.567993 | -1.390418 | 5.819982 | -0.634160 | 3.619197 | -1.530069 | 19.268488 | -0.704548 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Power | 6.771113 | -1.660942 | 0.734671 | -0.638778 | 6.771113 | -1.294841 | 3.166560 | -0.454599 | 1.315241 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Discontinuties | 29.685283 | -0.485890 | 2.056944 | -0.848900 | 3.031089 | -0.424936 | 7.002217 | 0.158607 | 29.685283 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Power | 5.012526 | 0.799264 | -1.601147 | 5.012526 | -0.981104 | 3.867321 | -0.968092 | -0.253390 | -0.567119 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Power | 2.767630 | -0.092172 | -0.851194 | 2.767630 | -0.709113 | 2.165708 | -0.258378 | -0.605198 | 0.313924 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Variability | 2.648349 | -1.042259 | -1.237310 | 2.269299 | -0.875366 | 2.648349 | -1.332755 | 1.813876 | -0.918585 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Variability | 2.499365 | -1.240423 | -0.453733 | -0.783081 | 2.212320 | -0.368493 | 2.499365 | -0.187039 | -0.399112 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Variability | 60.644246 | 0.572076 | -1.321824 | 2.831706 | -0.963020 | 60.644246 | -1.161484 | 12.132236 | -0.770489 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Power | 2.739309 | 0.670294 | -1.507688 | 2.739309 | -0.865096 | 2.486178 | -0.811982 | -1.046621 | -0.188843 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Variability | 39.268502 | 1.491086 | -0.245731 | 1.845908 | -0.781518 | 39.268502 | -0.523715 | -0.038931 | 0.014884 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Power | 4.349748 | 0.382878 | -1.497300 | 4.349748 | -0.789657 | 3.800700 | -1.022686 | 3.607018 | -0.596143 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Discontinuties | 4.718351 | -1.263656 | -1.426291 | 1.870413 | -0.803957 | 0.287695 | -1.237866 | 4.718351 | 1.583461 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Variability | 0.543918 | -0.219847 | -0.219847 | -0.209612 | -0.209612 | 0.543918 | 0.543918 | 0.058520 | 0.058520 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Discontinuties | 2.801023 | -1.087652 | -0.913979 | -0.659568 | -1.324667 | 0.170702 | 0.673240 | 1.895825 | 2.801023 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Discontinuties | 0.261135 | -1.662710 | -1.485667 | -0.982194 | -0.194495 | -1.364602 | -1.104597 | -0.382549 | 0.261135 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Discontinuties | 2.119217 | -1.037493 | -0.973206 | -0.242902 | -1.718354 | 0.282781 | -1.398638 | 0.080897 | 2.119217 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Discontinuties | 2.219978 | -0.907163 | -0.617237 | -0.282419 | -1.490955 | 0.117074 | -0.848630 | -0.295855 | 2.219978 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | ee Temporal Variability | 0.570521 | -1.227923 | -1.005345 | -0.342294 | -1.785528 | 0.570521 | -0.404122 | 0.256963 | 0.566482 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Power | 1.554161 | -0.603369 | -1.554868 | 1.554161 | -0.746597 | 0.328196 | -1.385926 | 0.949877 | -0.265094 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Power | 2.041004 | -0.513339 | -1.785363 | 2.041004 | -0.763527 | -0.218665 | -0.876272 | -1.621329 | -1.031180 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | ee Temporal Discontinuties | 1.266470 | -0.703976 | -0.995008 | -2.481102 | -0.317629 | -1.888566 | 0.181972 | -0.331507 | 1.266470 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Power | 2.895754 | -1.188863 | 0.210071 | -1.002273 | 2.895754 | -1.065911 | 0.153999 | 1.516226 | 0.440406 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Power | 4.718748 | 0.917818 | -0.705742 | 4.718748 | -0.649043 | 3.394205 | -0.700670 | 0.216147 | 0.604287 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Power | 7.149276 | 1.970038 | -0.728114 | 7.149276 | -0.807991 | 5.777214 | 0.293737 | 2.167831 | 0.561251 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | ee Temporal Discontinuties | 0.318712 | -1.834884 | -1.022154 | -1.438969 | -0.370824 | -2.214942 | -0.831634 | -0.511047 | 0.318712 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Power | 8.514071 | 0.392665 | -1.834148 | 8.514071 | -0.960716 | 5.991877 | 0.265968 | 2.244315 | 4.114504 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | ee Temporal Discontinuties | 0.752985 | -0.709654 | -1.656347 | -0.254580 | -1.335231 | -0.417019 | -1.317256 | 0.752985 | 0.238298 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Discontinuties | 9.227165 | 1.816420 | 1.995141 | -1.847823 | -0.891804 | 4.336236 | 2.399008 | 9.227165 | 9.215517 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Power | 4.465177 | -1.309763 | -0.421383 | -0.804107 | 4.465177 | -0.789616 | 1.541032 | -0.697876 | -0.765643 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Power | 5.750109 | -1.513809 | -0.395291 | -0.981045 | 5.750109 | -1.067559 | 2.738317 | -0.853474 | -1.048502 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Discontinuties | 0.884092 | -2.088113 | -0.920399 | -1.933064 | -0.245025 | -1.936210 | 0.092133 | 0.884092 | 0.155284 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Variability | 8.542094 | -1.144309 | 0.400351 | -1.013376 | 4.745736 | -0.476406 | 8.542094 | 0.478921 | 1.250040 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Power | 7.046213 | -1.406626 | -0.350141 | -0.874308 | 7.046213 | -0.514305 | 5.561712 | -0.140198 | -1.782373 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Power | 6.325295 | -0.028469 | -0.801332 | 6.325295 | -0.967231 | 3.980770 | -0.940261 | 1.028463 | 0.570455 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Shape | 1.864176 | 1.864176 | -0.194561 | 1.636732 | -0.883888 | 1.199473 | 1.615805 | -0.301806 | 0.315515 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Power | 1.534281 | -0.930722 | -1.542083 | 1.534281 | -1.096335 | 0.857779 | -1.431392 | 1.504979 | -1.040306 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Power | 3.168618 | -1.873426 | -0.431011 | -1.128082 | 3.168618 | -1.131874 | 3.065383 | -0.079587 | -1.704134 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Power | 2.897955 | -0.828889 | -1.225427 | 2.897955 | -0.547713 | -1.119860 | -0.870717 | -0.679355 | -0.454526 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Variability | 2.574743 | -1.288732 | -0.991721 | -0.923447 | 1.485972 | -1.241999 | 2.574743 | -0.367513 | -0.384085 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Variability | 3.352760 | -1.413042 | -1.595987 | -0.450776 | 1.279694 | -1.038537 | 3.352760 | -0.735972 | -0.915177 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Variability | 0.877220 | -1.663161 | -1.735545 | -1.166041 | 0.171038 | -1.130339 | 0.877220 | -0.350268 | -0.748019 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Variability | 0.582799 | -1.671339 | -1.829133 | 0.348281 | -1.323684 | 0.582799 | -1.216965 | -0.884920 | -0.362099 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Variability | 1.115099 | -1.447715 | -0.928609 | -0.665280 | 0.904883 | -0.703682 | 1.115099 | -0.033930 | -0.797614 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Variability | 4.533564 | 1.184083 | -1.396933 | 2.715718 | -0.354037 | 4.533564 | -0.762736 | -0.746209 | -0.517999 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Variability | 6.363992 | -2.191598 | 3.382348 | -0.687439 | 4.074774 | -1.247650 | 6.363992 | -0.201424 | -0.716533 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Variability | 5.460233 | -1.549032 | 2.898114 | -0.912494 | 3.760878 | -1.391943 | 5.460233 | -0.394325 | -0.773176 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Variability | 5.978780 | 2.898856 | -1.752965 | 3.874917 | -1.114133 | 5.978780 | -1.430040 | -1.048838 | -0.396945 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Power | 7.360465 | 1.182355 | -1.920708 | 7.360465 | -0.363744 | 6.922456 | -0.408759 | -1.974727 | -0.433220 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Temporal Variability | 10.830668 | -2.160329 | 1.902637 | -0.420530 | 7.562897 | -0.488381 | 10.830668 | -0.282581 | 1.493856 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Power | 7.865788 | 1.077059 | -1.513760 | 7.865788 | -0.664015 | 5.505898 | -0.335861 | -0.899220 | -0.144507 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Power | 3.639592 | -1.457787 | -1.212841 | -0.625538 | 3.639592 | -0.543308 | 3.118893 | -0.796938 | -0.644706 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 14 | RF_maintenance | nn Power | 5.525979 | -1.560072 | -0.578416 | -0.665557 | 5.525979 | -0.702653 | 3.259936 | -0.069781 | -1.365362 |